New OpenTelemetry SDK

AI Performance and Reliability, Delivered

HoneyHive makes it easy and repeatable for modern AI teams to debug, evaluate, monitor, and improve GenAI applications.

Powering the best AI products.
From next-gen copilots to multi-agent systems.

Ship AI applications with certainty, not vibes

Observability. Debug, evaluate, and monitor AI applications.
Testing & Evaluation. Test your AI application against a dataset.
Datasets. Curate, label, and version datasets across your projects.
Prompt Studio. Manage and version prompts in a shared workspace.
Distributed Tracing. Trace AI applications with OpenTelemetry.
Custom Evaluators. Measure performance using LLMs or code.
Human Feedback. Collect feedback from users & domain experts.
Automations. Use your logs to automate fine-tuning workflows.

Trace every interaction to optimize your app

Tracing helps you understand how data flows through your application and explore the underlying logs to debug issues.

Distributed Tracing. Trace with our OpenTelemetry native SDK.
Debugging. Debug LLM errors and respond to issues faster.
Filters and Groups. Quickly find traces that matter.
Online Evaluation. Run live evals to catch failures.
Human Review. Allow domain experts to grade outputs.
Collaboration. Easily share traces with colleagues.

Measure progress with every commit

Evaluations help you quantify improvements, catch regressions, automate CI/CD, and deploy changes with confidence.

Evaluation Reports. Run batch evals and track experiments.
Benchmarking. Compare evaluation runs side-by-side.
CI/CD. Set up automated CI testing via Github Actions.
Automated Evaluators. Define code & LLM evaluators.
Human Review. Combine auto-evals w/ domain expert review.
Datasets. Manage golden datasets for all your pipelines.

Monitor performance and issues in production

HoneyHive helps you monitor your app by running live evaluations on your logs to detect LLM errors like hallucination as they happen.

Online Evaluation. Run live auto-evals to detect failures.
Dashboard. Get quick insights into the metrics that matter.
Custom Charts. Query your data to track key metrics.
Filters and Groups. Slice & dice your data for in-depth analysis.
Custom Properties. Log 100s of properties for deeper analysis.
User Feedback. Track live feedback from end-users.
Prompt Studio

Iterate with your team at the speed of thought

Studio is a shared workspace for engineers and domain experts to test, deploy, and collaborate on prompts.

Playground. Test new prompts and models with your team.
Version Management. Track prompt changes as you iterate.
Deployments. Deploy prompt templates with 1-click.
Prompt History. Logs all your Playground interactions.
Tools. Manage and version your functions and tools.
100+ Models. Access all major LLM and GPU providers.

Any model. Any framework. Any use-case.


Get started with 3 lines of code

OpenTelemetry-native. Our SDK uses OTEL under the hood, which auto-instruments 15+ providers like OpenAI and Pinecone with 3 lines of code.

Wide-events data model. Allows you to enrich events with hundreds of properties for high-cardinality monitoring and analytics.

State-of-the-art infrastructure. Scales up to 1,000 requests per second and allows payloads over 1MB per event.

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"It's critical to ensure quality and performance across our AI agents. With HoneyHive's state-of-the-art evaluation and monitoring tools, we've not only improved the capabilities of our agents but also seamlessly deployed them to thousands of users — all while enjoying peace of mind."

Divyansh Garg

CEO, MultiOn


Secure and scalable

We use a variety of industry-standard technologies and services to keep your data encrypted and private.

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Built for enterprise scale

Our infrastructure automatically scales to 1,000 requests per second without breaking a sweat.

Self-hosting in VPC

Deploy in our managed cloud, or in your VPC. You own your data and models.

Dedicated support

Dedicated CSM and white-glove support to help you at every step of the way.

Ship reliable AI products that your users trust